Overview
Brought to you by YData
Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 2666 |
| Missing cells | 3 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 398.5 KiB |
| Average record size in memory | 153.0 B |
Variable types
| Text | 1 |
|---|---|
| Numeric | 15 |
| Categorical | 1 |
| Boolean | 3 |
Number vmail messages is highly overall correlated with Voice mail plan | High correlation |
Total day charge is highly overall correlated with Total day minutes | High correlation |
Total day minutes is highly overall correlated with Total day charge | High correlation |
Total eve charge is highly overall correlated with Total eve minutes | High correlation |
Total eve minutes is highly overall correlated with Total eve charge | High correlation |
Total intl charge is highly overall correlated with Total intl minutes | High correlation |
Total intl minutes is highly overall correlated with Total intl charge | High correlation |
Total night charge is highly overall correlated with Total night minutes | High correlation |
Total night minutes is highly overall correlated with Total night charge | High correlation |
Voice mail plan is highly overall correlated with Number vmail messages | High correlation |
International plan is highly imbalanced (52.7%) | Imbalance |
Number vmail messages has 1933 (72.5%) zeros | Zeros |
Customer service calls has 555 (20.8%) zeros | Zeros |
Reproduction
| Analysis started | 2024-12-05 18:11:59.293240 |
|---|---|
| Analysis finished | 2024-12-05 18:13:28.997603 |
| Duration | 1 minute and 29.7 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
State
Text
| Distinct | 51 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 21.0 KiB |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | KS |
|---|---|
| 2nd row | OH |
| 3rd row | NJ |
| 4th row | OH |
| 5th row | OK |
| Value | Count | Frequency (%) |
| wv | 88 | 3.3% |
| mn | 70 | 2.6% |
| ny | 68 | 2.6% |
| va | 67 | 2.5% |
| al | 66 | 2.5% |
| oh | 66 | 2.5% |
| wy | 66 | 2.5% |
| or | 62 | 2.3% |
| nv | 61 | 2.3% |
| wi | 61 | 2.3% |
| Other values (41) | 1991 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 576 | 10.8% |
| A | 550 | 10.3% |
| M | 485 | 9.1% |
| I | 404 | 7.6% |
| T | 325 | 6.1% |
| D | 305 | 5.7% |
| C | 292 | 5.5% |
| O | 290 | 5.4% |
| V | 273 | 5.1% |
| W | 263 | 4.9% |
| Other values (14) | 1569 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5332 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 576 | 10.8% |
| A | 550 | 10.3% |
| M | 485 | 9.1% |
| I | 404 | 7.6% |
| T | 325 | 6.1% |
| D | 305 | 5.7% |
| C | 292 | 5.5% |
| O | 290 | 5.4% |
| V | 273 | 5.1% |
| W | 263 | 4.9% |
| Other values (14) | 1569 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5332 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 576 | 10.8% |
| A | 550 | 10.3% |
| M | 485 | 9.1% |
| I | 404 | 7.6% |
| T | 325 | 6.1% |
| D | 305 | 5.7% |
| C | 292 | 5.5% |
| O | 290 | 5.4% |
| V | 273 | 5.1% |
| W | 263 | 4.9% |
| Other values (14) | 1569 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5332 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 576 | 10.8% |
| A | 550 | 10.3% |
| M | 485 | 9.1% |
| I | 404 | 7.6% |
| T | 325 | 6.1% |
| D | 305 | 5.7% |
| C | 292 | 5.5% |
| O | 290 | 5.4% |
| V | 273 | 5.1% |
| W | 263 | 4.9% |
| Other values (14) | 1569 |
Account length
Real number (ℝ)
| Distinct | 205 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 2 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.63664 |
| Minimum | 1 |
|---|---|
| Maximum | 243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 73 |
| median | 100 |
| Q3 | 127 |
| 95-th percentile | 166 |
| Maximum | 243 |
| Range | 242 |
| Interquartile range (IQR) | 54 |
Descriptive statistics
| Standard deviation | 39.574152 |
|---|---|
| Coefficient of variation (CV) | 0.39323802 |
| Kurtosis | -0.13932525 |
| Mean | 100.63664 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.077932629 |
| Sum | 268096 |
| Variance | 1566.1135 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 93 | 35 | 1.3% |
| 87 | 33 | 1.2% |
| 105 | 33 | 1.2% |
| 99 | 32 | 1.2% |
| 101 | 32 | 1.2% |
| 100 | 31 | 1.2% |
| 86 | 29 | 1.1% |
| 98 | 29 | 1.1% |
| 116 | 29 | 1.1% |
| 90 | 29 | 1.1% |
| Other values (195) | 2352 |
| Value | Count | Frequency (%) |
| 1 | 6 | |
| 2 | 1 | < 0.1% |
| 3 | 4 | |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 3 | |
| 10 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 243 | 1 | |
| 225 | 2 | |
| 224 | 2 | |
| 221 | 1 | |
| 217 | 1 | |
| 212 | 2 | |
| 210 | 2 | |
| 209 | 1 | |
| 205 | 2 | |
| 204 | 1 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 415 |
|---|---|
| 2nd row | 415 |
| 3rd row | 415 |
| 4th row | 408 |
| 5th row | 415 |
Common Values
| Value | Count | Frequency (%) |
| 415 | 1318 | |
| 510 | 679 | |
| 408 | 669 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 415 | 1318 | |
| 510 | 679 | |
| 408 | 669 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1997 | |
| 5 | 1997 | |
| 4 | 1987 | |
| 0 | 1348 | |
| 8 | 669 | 8.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7998 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1997 | |
| 5 | 1997 | |
| 4 | 1987 | |
| 0 | 1348 | |
| 8 | 669 | 8.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7998 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1997 | |
| 5 | 1997 | |
| 4 | 1987 | |
| 0 | 1348 | |
| 8 | 669 | 8.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7998 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1997 | |
| 5 | 1997 | |
| 4 | 1987 | |
| 0 | 1348 | |
| 8 | 669 | 8.4% |
International plan
Boolean
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 5.3 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 1 |
| Value | Count | Frequency (%) |
| False | 2395 | |
| True | 270 | 10.1% |
| (Missing) | 1 | < 0.1% |
Voice mail plan
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.7 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 1933 | |
| True | 733 | 27.5% |
Number vmail messages
Real number (ℝ)
High correlation  Zeros 
| Distinct | 42 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.0217554 |
| Minimum | 0 |
|---|---|
| Maximum | 50 |
| Zeros | 1933 |
| Zeros (%) | 72.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 19 |
| 95-th percentile | 36 |
| Maximum | 50 |
| Range | 50 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 13.612277 |
|---|---|
| Coefficient of variation (CV) | 1.69692 |
| Kurtosis | -0.040157889 |
| Mean | 8.0217554 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.2717736 |
| Sum | 21386 |
| Variance | 185.29409 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1933 | |
| 31 | 50 | 1.9% |
| 28 | 42 | 1.6% |
| 29 | 39 | 1.5% |
| 24 | 37 | 1.4% |
| 33 | 37 | 1.4% |
| 30 | 35 | 1.3% |
| 27 | 34 | 1.3% |
| 25 | 33 | 1.2% |
| 32 | 33 | 1.2% |
| Other values (32) | 393 | 14.7% |
| Value | Count | Frequency (%) |
| 0 | 1933 | |
| 4 | 1 | < 0.1% |
| 8 | 2 | 0.1% |
| 9 | 2 | 0.1% |
| 10 | 1 | < 0.1% |
| 12 | 6 | 0.2% |
| 13 | 3 | 0.1% |
| 14 | 5 | 0.2% |
| 15 | 8 | 0.3% |
| 16 | 11 | 0.4% |
| Value | Count | Frequency (%) |
| 50 | 2 | 0.1% |
| 47 | 3 | 0.1% |
| 46 | 3 | 0.1% |
| 45 | 4 | 0.2% |
| 44 | 7 | 0.3% |
| 43 | 9 | |
| 42 | 13 | |
| 41 | 7 | 0.3% |
| 40 | 13 | |
| 39 | 22 |
Total day minutes
Real number (ℝ)
High correlation 
| Distinct | 1489 |
|---|---|
| Distinct (%) | 55.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 179.48162 |
| Minimum | 0 |
|---|---|
| Maximum | 350.8 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 90.425 |
| Q1 | 143.4 |
| median | 179.95 |
| Q3 | 215.9 |
| 95-th percentile | 269.775 |
| Maximum | 350.8 |
| Range | 350.8 |
| Interquartile range (IQR) | 72.5 |
Descriptive statistics
| Standard deviation | 54.21035 |
|---|---|
| Coefficient of variation (CV) | 0.30203845 |
| Kurtosis | 0.01936428 |
| Mean | 179.48162 |
| Median Absolute Deviation (MAD) | 36.25 |
| Skewness | -0.053105598 |
| Sum | 478498 |
| Variance | 2938.7621 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 162.3 | 7 | 0.3% |
| 183.4 | 7 | 0.3% |
| 216 | 6 | 0.2% |
| 175.4 | 6 | 0.2% |
| 159.5 | 6 | 0.2% |
| 185 | 6 | 0.2% |
| 194.8 | 6 | 0.2% |
| 215.6 | 5 | 0.2% |
| 206.2 | 5 | 0.2% |
| 124.3 | 5 | 0.2% |
| Other values (1479) | 2607 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 2.6 | 1 | |
| 7.8 | 1 | |
| 7.9 | 1 | |
| 12.5 | 1 | |
| 17.6 | 1 | |
| 18.9 | 1 | |
| 19.5 | 1 | |
| 27 | 1 | |
| 29.9 | 1 |
| Value | Count | Frequency (%) |
| 350.8 | 1 | |
| 346.8 | 1 | |
| 345.3 | 1 | |
| 337.4 | 1 | |
| 335.5 | 1 | |
| 329.8 | 1 | |
| 328.1 | 1 | |
| 326.3 | 1 | |
| 322.4 | 1 | |
| 322.3 | 1 |
Total day calls
Real number (ℝ)
| Distinct | 115 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.3102 |
| Minimum | 0 |
|---|---|
| Maximum | 160 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 101 |
| Q3 | 114 |
| 95-th percentile | 133 |
| Maximum | 160 |
| Range | 160 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 19.988162 |
|---|---|
| Coefficient of variation (CV) | 0.1992635 |
| Kurtosis | 0.28954915 |
| Mean | 100.3102 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.12826685 |
| Sum | 267427 |
| Variance | 399.52663 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 62 | 2.3% |
| 106 | 59 | 2.2% |
| 108 | 59 | 2.2% |
| 112 | 58 | 2.2% |
| 102 | 57 | 2.1% |
| 107 | 57 | 2.1% |
| 100 | 56 | 2.1% |
| 95 | 55 | 2.1% |
| 104 | 55 | 2.1% |
| 88 | 54 | 2.0% |
| Other values (105) | 2094 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 36 | 1 | < 0.1% |
| 40 | 1 | < 0.1% |
| 42 | 2 | |
| 44 | 3 | |
| 45 | 3 | |
| 47 | 2 | |
| 48 | 2 | |
| 49 | 2 | |
| 51 | 2 |
| Value | Count | Frequency (%) |
| 160 | 1 | < 0.1% |
| 158 | 3 | |
| 157 | 1 | < 0.1% |
| 156 | 1 | < 0.1% |
| 152 | 1 | < 0.1% |
| 151 | 5 | |
| 150 | 6 | |
| 149 | 1 | < 0.1% |
| 148 | 3 | |
| 147 | 5 |
Total day charge
Real number (ℝ)
High correlation 
| Distinct | 1489 |
|---|---|
| Distinct (%) | 55.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.512404 |
| Minimum | 0 |
|---|---|
| Maximum | 59.64 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15.375 |
| Q1 | 24.38 |
| median | 30.59 |
| Q3 | 36.7 |
| 95-th percentile | 45.865 |
| Maximum | 59.64 |
| Range | 59.64 |
| Interquartile range (IQR) | 12.32 |
Descriptive statistics
| Standard deviation | 9.2157329 |
|---|---|
| Coefficient of variation (CV) | 0.30203234 |
| Kurtosis | 0.019501868 |
| Mean | 30.512404 |
| Median Absolute Deviation (MAD) | 6.16 |
| Skewness | -0.053086904 |
| Sum | 81346.07 |
| Variance | 84.929733 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 27.59 | 7 | 0.3% |
| 31.18 | 7 | 0.3% |
| 36.72 | 6 | 0.2% |
| 29.82 | 6 | 0.2% |
| 27.12 | 6 | 0.2% |
| 31.45 | 6 | 0.2% |
| 33.12 | 6 | 0.2% |
| 36.65 | 5 | 0.2% |
| 35.05 | 5 | 0.2% |
| 21.13 | 5 | 0.2% |
| Other values (1479) | 2607 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 0.44 | 1 | |
| 1.33 | 1 | |
| 1.34 | 1 | |
| 2.13 | 1 | |
| 2.99 | 1 | |
| 3.21 | 1 | |
| 3.32 | 1 | |
| 4.59 | 1 | |
| 5.08 | 1 |
| Value | Count | Frequency (%) |
| 59.64 | 1 | |
| 58.96 | 1 | |
| 58.7 | 1 | |
| 57.36 | 1 | |
| 57.04 | 1 | |
| 56.07 | 1 | |
| 55.78 | 1 | |
| 55.47 | 1 | |
| 54.81 | 1 | |
| 54.79 | 1 |
Total eve minutes
Real number (ℝ)
High correlation 
| Distinct | 1442 |
|---|---|
| Distinct (%) | 54.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.38616 |
| Minimum | 0 |
|---|---|
| Maximum | 363.7 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 118.725 |
| Q1 | 165.3 |
| median | 200.9 |
| Q3 | 235.1 |
| 95-th percentile | 285.025 |
| Maximum | 363.7 |
| Range | 363.7 |
| Interquartile range (IQR) | 69.8 |
Descriptive statistics
| Standard deviation | 50.951515 |
|---|---|
| Coefficient of variation (CV) | 0.25426664 |
| Kurtosis | -0.025493132 |
| Mean | 200.38616 |
| Median Absolute Deviation (MAD) | 35 |
| Skewness | -0.012665243 |
| Sum | 534229.5 |
| Variance | 2596.0569 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 169.9 | 8 | 0.3% |
| 220.6 | 7 | 0.3% |
| 167.2 | 7 | 0.3% |
| 161.7 | 7 | 0.3% |
| 224.9 | 6 | 0.2% |
| 175.9 | 6 | 0.2% |
| 201 | 6 | 0.2% |
| 195.5 | 6 | 0.2% |
| 205.1 | 6 | 0.2% |
| 209.4 | 6 | 0.2% |
| Other values (1432) | 2601 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 31.2 | 1 | |
| 42.2 | 1 | |
| 42.5 | 1 | |
| 43.9 | 1 | |
| 49.2 | 1 | |
| 52.9 | 1 | |
| 56 | 1 | |
| 58.6 | 1 | |
| 58.9 | 1 |
| Value | Count | Frequency (%) |
| 363.7 | 1 | |
| 354.2 | 1 | |
| 350.9 | 1 | |
| 348.5 | 1 | |
| 347.3 | 1 | |
| 341.3 | 1 | |
| 339.9 | 1 | |
| 337.1 | 1 | |
| 335.7 | 1 | |
| 335 | 1 |
Total eve calls
Real number (ℝ)
| Distinct | 120 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.02363 |
| Minimum | 0 |
|---|---|
| Maximum | 170 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 100 |
| Q3 | 114 |
| 95-th percentile | 133 |
| Maximum | 170 |
| Range | 170 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 20.161445 |
|---|---|
| Coefficient of variation (CV) | 0.20156682 |
| Kurtosis | 0.18939606 |
| Mean | 100.02363 |
| Median Absolute Deviation (MAD) | 13.5 |
| Skewness | -0.065209284 |
| Sum | 266663 |
| Variance | 406.48387 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 64 | 2.4% |
| 94 | 62 | 2.3% |
| 109 | 58 | 2.2% |
| 102 | 56 | 2.1% |
| 108 | 55 | 2.1% |
| 97 | 54 | 2.0% |
| 87 | 54 | 2.0% |
| 115 | 53 | 2.0% |
| 111 | 52 | 2.0% |
| 98 | 52 | 2.0% |
| Other values (110) | 2106 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 43 | 1 | < 0.1% |
| 44 | 1 | < 0.1% |
| 45 | 1 | < 0.1% |
| 46 | 2 | 0.1% |
| 48 | 6 | |
| 49 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 170 | 1 | < 0.1% |
| 159 | 1 | < 0.1% |
| 157 | 1 | < 0.1% |
| 156 | 1 | < 0.1% |
| 155 | 2 | 0.1% |
| 154 | 2 | 0.1% |
| 153 | 1 | < 0.1% |
| 152 | 6 | |
| 151 | 1 | < 0.1% |
| 150 | 3 |
Total eve charge
Real number (ℝ)
High correlation 
| Distinct | 1301 |
|---|---|
| Distinct (%) | 48.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.033072 |
| Minimum | 0 |
|---|---|
| Maximum | 30.91 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10.0925 |
| Q1 | 14.05 |
| median | 17.08 |
| Q3 | 19.98 |
| 95-th percentile | 24.225 |
| Maximum | 30.91 |
| Range | 30.91 |
| Interquartile range (IQR) | 5.93 |
Descriptive statistics
| Standard deviation | 4.3308642 |
|---|---|
| Coefficient of variation (CV) | 0.25426207 |
| Kurtosis | -0.025570134 |
| Mean | 17.033072 |
| Median Absolute Deviation (MAD) | 2.98 |
| Skewness | -0.012629035 |
| Sum | 45410.17 |
| Variance | 18.756385 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16.12 | 9 | 0.3% |
| 14.25 | 9 | 0.3% |
| 18.62 | 8 | 0.3% |
| 17.99 | 8 | 0.3% |
| 18.96 | 8 | 0.3% |
| 17.43 | 8 | 0.3% |
| 14.44 | 8 | 0.3% |
| 16.63 | 7 | 0.3% |
| 15.9 | 7 | 0.3% |
| 18.79 | 7 | 0.3% |
| Other values (1291) | 2587 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2.65 | 1 | |
| 3.59 | 1 | |
| 3.61 | 1 | |
| 3.73 | 1 | |
| 4.18 | 1 | |
| 4.5 | 1 | |
| 4.76 | 1 | |
| 4.98 | 1 | |
| 5.01 | 1 |
| Value | Count | Frequency (%) |
| 30.91 | 1 | |
| 30.11 | 1 | |
| 29.83 | 1 | |
| 29.62 | 1 | |
| 29.52 | 1 | |
| 29.01 | 1 | |
| 28.89 | 1 | |
| 28.65 | 1 | |
| 28.53 | 1 | |
| 28.48 | 1 |
Total night minutes
Real number (ℝ)
High correlation 
| Distinct | 1444 |
|---|---|
| Distinct (%) | 54.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 201.16894 |
| Minimum | 43.7 |
|---|---|
| Maximum | 395 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.0 KiB |
Quantile statistics
| Minimum | 43.7 |
|---|---|
| 5-th percentile | 117.925 |
| Q1 | 166.925 |
| median | 201.15 |
| Q3 | 236.475 |
| 95-th percentile | 283.675 |
| Maximum | 395 |
| Range | 351.3 |
| Interquartile range (IQR) | 69.55 |
Descriptive statistics
| Standard deviation | 50.780323 |
|---|---|
| Coefficient of variation (CV) | 0.25242626 |
| Kurtosis | 0.050382274 |
| Mean | 201.16894 |
| Median Absolute Deviation (MAD) | 34.8 |
| Skewness | 0.0233625 |
| Sum | 536316.4 |
| Variance | 2578.6412 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 214.7 | 7 | 0.3% |
| 181.2 | 6 | 0.2% |
| 172.7 | 6 | 0.2% |
| 210 | 6 | 0.2% |
| 214 | 6 | 0.2% |
| 182.1 | 6 | 0.2% |
| 192.7 | 6 | 0.2% |
| 194.3 | 6 | 0.2% |
| 193.6 | 6 | 0.2% |
| 197.4 | 6 | 0.2% |
| Other values (1434) | 2605 |
| Value | Count | Frequency (%) |
| 43.7 | 1 | |
| 45 | 1 | |
| 47.4 | 1 | |
| 50.1 | 2 | |
| 53.3 | 1 | |
| 54 | 1 | |
| 54.5 | 1 | |
| 56.6 | 1 | |
| 57.5 | 1 | |
| 63.3 | 1 |
| Value | Count | Frequency (%) |
| 395 | 1 | |
| 381.9 | 1 | |
| 377.5 | 1 | |
| 364.9 | 1 | |
| 364.3 | 1 | |
| 354.9 | 1 | |
| 352.5 | 1 | |
| 352.2 | 1 | |
| 350.2 | 1 | |
| 349.2 | 1 |
Total night calls
Real number (ℝ)
| Distinct | 118 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.10615 |
| Minimum | 33 |
|---|---|
| Maximum | 166 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.0 KiB |
Quantile statistics
| Minimum | 33 |
|---|---|
| 5-th percentile | 68 |
| Q1 | 87 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 131 |
| Maximum | 166 |
| Range | 133 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.418459 |
|---|---|
| Coefficient of variation (CV) | 0.19397867 |
| Kurtosis | -0.048008683 |
| Mean | 100.10615 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.010410401 |
| Sum | 266883 |
| Variance | 377.07653 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 70 | 2.6% |
| 104 | 67 | 2.5% |
| 91 | 60 | 2.3% |
| 106 | 58 | 2.2% |
| 102 | 58 | 2.2% |
| 100 | 57 | 2.1% |
| 96 | 54 | 2.0% |
| 108 | 53 | 2.0% |
| 95 | 53 | 2.0% |
| 98 | 53 | 2.0% |
| Other values (108) | 2083 |
| Value | Count | Frequency (%) |
| 33 | 1 | |
| 36 | 1 | |
| 38 | 1 | |
| 42 | 1 | |
| 44 | 1 | |
| 46 | 1 | |
| 48 | 1 | |
| 49 | 2 | |
| 50 | 2 | |
| 51 | 2 |
| Value | Count | Frequency (%) |
| 166 | 1 | < 0.1% |
| 164 | 1 | < 0.1% |
| 158 | 1 | < 0.1% |
| 157 | 2 | |
| 156 | 2 | |
| 155 | 1 | < 0.1% |
| 154 | 2 | |
| 153 | 3 | |
| 152 | 3 | |
| 151 | 2 |
Total night charge
Real number (ℝ)
High correlation 
| Distinct | 885 |
|---|---|
| Distinct (%) | 33.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.0526894 |
| Minimum | 1.97 |
|---|---|
| Maximum | 17.77 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.0 KiB |
Quantile statistics
| Minimum | 1.97 |
|---|---|
| 5-th percentile | 5.31 |
| Q1 | 7.5125 |
| median | 9.05 |
| Q3 | 10.64 |
| 95-th percentile | 12.7675 |
| Maximum | 17.77 |
| Range | 15.8 |
| Interquartile range (IQR) | 3.1275 |
Descriptive statistics
| Standard deviation | 2.2851195 |
|---|---|
| Coefficient of variation (CV) | 0.25242438 |
| Kurtosis | 0.050081231 |
| Mean | 9.0526894 |
| Median Absolute Deviation (MAD) | 1.565 |
| Skewness | 0.023318474 |
| Sum | 24134.47 |
| Variance | 5.2217712 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9.66 | 13 | 0.5% |
| 8.88 | 11 | 0.4% |
| 7.15 | 10 | 0.4% |
| 9.63 | 10 | 0.4% |
| 9.14 | 10 | 0.4% |
| 9.32 | 9 | 0.3% |
| 9.45 | 9 | 0.3% |
| 8.15 | 9 | 0.3% |
| 10.49 | 9 | 0.3% |
| 6.48 | 9 | 0.3% |
| Other values (875) | 2567 |
| Value | Count | Frequency (%) |
| 1.97 | 1 | |
| 2.03 | 1 | |
| 2.13 | 1 | |
| 2.25 | 2 | |
| 2.4 | 1 | |
| 2.43 | 1 | |
| 2.45 | 1 | |
| 2.55 | 1 | |
| 2.59 | 1 | |
| 2.85 | 1 |
| Value | Count | Frequency (%) |
| 17.77 | 1 | |
| 17.19 | 1 | |
| 16.99 | 1 | |
| 16.42 | 1 | |
| 16.39 | 1 | |
| 15.97 | 1 | |
| 15.86 | 1 | |
| 15.85 | 1 | |
| 15.76 | 1 | |
| 15.71 | 1 |
Total intl minutes
Real number (ℝ)
High correlation 
| Distinct | 158 |
|---|---|
| Distinct (%) | 5.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.237022 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 15 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.8 |
| Q1 | 8.5 |
| median | 10.2 |
| Q3 | 12.1 |
| 95-th percentile | 14.7 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3.6 |
Descriptive statistics
| Standard deviation | 2.7883486 |
|---|---|
| Coefficient of variation (CV) | 0.27237889 |
| Kurtosis | 0.61655483 |
| Mean | 10.237022 |
| Median Absolute Deviation (MAD) | 1.8 |
| Skewness | -0.22443425 |
| Sum | 27291.9 |
| Variance | 7.7748878 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 54 | 2.0% |
| 10.2 | 47 | 1.8% |
| 9.8 | 45 | 1.7% |
| 11.5 | 43 | 1.6% |
| 10.6 | 42 | 1.6% |
| 9.1 | 42 | 1.6% |
| 11.3 | 42 | 1.6% |
| 10.9 | 41 | 1.5% |
| 11.4 | 41 | 1.5% |
| 9.7 | 41 | 1.5% |
| Other values (148) | 2228 |
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 1.1 | 1 | < 0.1% |
| 1.3 | 1 | < 0.1% |
| 2.1 | 1 | < 0.1% |
| 2.2 | 1 | < 0.1% |
| 2.4 | 1 | < 0.1% |
| 2.5 | 1 | < 0.1% |
| 2.6 | 1 | < 0.1% |
| 2.9 | 2 | 0.1% |
| 3.1 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 18.9 | 1 | < 0.1% |
| 18.4 | 1 | < 0.1% |
| 18.2 | 2 | |
| 18 | 2 | |
| 17.9 | 1 | < 0.1% |
| 17.8 | 2 | |
| 17.6 | 2 | |
| 17.5 | 3 | |
| 17.3 | 2 |
Total intl calls
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.4673668 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 15 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4561949 |
|---|---|
| Coefficient of variation (CV) | 0.5498082 |
| Kurtosis | 3.2666188 |
| Mean | 4.4673668 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3587685 |
| Sum | 11910 |
| Variance | 6.0328934 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 544 | |
| 4 | 503 | |
| 2 | 388 | |
| 5 | 376 | |
| 6 | 267 | |
| 7 | 172 | 6.5% |
| 1 | 125 | 4.7% |
| 8 | 90 | 3.4% |
| 9 | 83 | 3.1% |
| 10 | 37 | 1.4% |
| Other values (11) | 81 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 15 | 0.6% |
| 1 | 125 | 4.7% |
| 2 | 388 | |
| 3 | 544 | |
| 4 | 503 | |
| 5 | 376 | |
| 6 | 267 | |
| 7 | 172 | 6.5% |
| 8 | 90 | 3.4% |
| 9 | 83 | 3.1% |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 18 | 2 | 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 2 | 0.1% |
| 15 | 4 | 0.2% |
| 14 | 5 | 0.2% |
| 13 | 13 | |
| 12 | 12 | |
| 11 | 25 |
Total intl charge
Real number (ℝ)
High correlation 
| Distinct | 158 |
|---|---|
| Distinct (%) | 5.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7644899 |
| Minimum | 0 |
|---|---|
| Maximum | 5.4 |
| Zeros | 15 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.57 |
| Q1 | 2.3 |
| median | 2.75 |
| Q3 | 3.27 |
| 95-th percentile | 3.97 |
| Maximum | 5.4 |
| Range | 5.4 |
| Interquartile range (IQR) | 0.97 |
Descriptive statistics
| Standard deviation | 0.75281205 |
|---|---|
| Coefficient of variation (CV) | 0.272315 |
| Kurtosis | 0.61753714 |
| Mean | 2.7644899 |
| Median Absolute Deviation (MAD) | 0.49 |
| Skewness | -0.22456853 |
| Sum | 7370.13 |
| Variance | 0.56672599 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.7 | 54 | 2.0% |
| 2.75 | 47 | 1.8% |
| 2.65 | 45 | 1.7% |
| 3.11 | 43 | 1.6% |
| 2.86 | 42 | 1.6% |
| 2.46 | 42 | 1.6% |
| 3.05 | 42 | 1.6% |
| 2.94 | 41 | 1.5% |
| 3.08 | 41 | 1.5% |
| 2.62 | 41 | 1.5% |
| Other values (148) | 2228 |
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 0.3 | 1 | < 0.1% |
| 0.35 | 1 | < 0.1% |
| 0.57 | 1 | < 0.1% |
| 0.59 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.68 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| 0.78 | 2 | 0.1% |
| 0.84 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5.4 | 1 | < 0.1% |
| 5.1 | 1 | < 0.1% |
| 4.97 | 1 | < 0.1% |
| 4.91 | 2 | |
| 4.86 | 2 | |
| 4.83 | 1 | < 0.1% |
| 4.81 | 2 | |
| 4.75 | 2 | |
| 4.73 | 3 | |
| 4.67 | 2 |
Customer service calls
Real number (ℝ)
Zeros 
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5626407 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 555 |
| Zeros (%) | 20.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.3112358 |
|---|---|
| Coefficient of variation (CV) | 0.83911535 |
| Kurtosis | 1.813987 |
| Mean | 1.5626407 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0951763 |
| Sum | 4166 |
| Variance | 1.7193392 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 945 | |
| 2 | 608 | |
| 0 | 555 | |
| 3 | 348 | 13.1% |
| 4 | 133 | 5.0% |
| 5 | 49 | 1.8% |
| 6 | 17 | 0.6% |
| 7 | 8 | 0.3% |
| 9 | 2 | 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 555 | |
| 1 | 945 | |
| 2 | 608 | |
| 3 | 348 | 13.1% |
| 4 | 133 | 5.0% |
| 5 | 49 | 1.8% |
| 6 | 17 | 0.6% |
| 7 | 8 | 0.3% |
| 8 | 1 | < 0.1% |
| 9 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 9 | 2 | 0.1% |
| 8 | 1 | < 0.1% |
| 7 | 8 | 0.3% |
| 6 | 17 | 0.6% |
| 5 | 49 | 1.8% |
| 4 | 133 | 5.0% |
| 3 | 348 | 13.1% |
| 2 | 608 | |
| 1 | 945 | |
| 0 | 555 |
| Value | Count | Frequency (%) |
| False | 2278 | |
| True | 388 | 14.6% |
Interactions
Correlations
| Account length | Area code | Churn | Customer service calls | International plan | Number vmail messages | Total day calls | Total day charge | Total day minutes | Total eve calls | Total eve charge | Total eve minutes | Total intl calls | Total intl charge | Total intl minutes | Total night calls | Total night charge | Total night minutes | Voice mail plan | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Account length | 1.000 | 0.038 | 0.000 | 0.002 | 0.000 | 0.002 | 0.034 | 0.016 | 0.016 | 0.016 | -0.020 | -0.020 | 0.028 | 0.017 | 0.017 | -0.018 | -0.010 | -0.010 | 0.023 |
| Area code | 0.038 | 1.000 | 0.000 | 0.029 | 0.040 | 0.000 | 0.000 | 0.039 | 0.038 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Churn | 0.000 | 0.000 | 1.000 | 0.321 | 0.275 | 0.108 | 0.060 | 0.343 | 0.344 | 0.000 | 0.050 | 0.050 | 0.093 | 0.068 | 0.068 | 0.028 | 0.071 | 0.070 | 0.096 |
| Customer service calls | 0.002 | 0.029 | 0.321 | 1.000 | 0.067 | -0.022 | -0.011 | -0.025 | -0.025 | 0.001 | -0.015 | -0.015 | -0.005 | -0.011 | -0.011 | -0.002 | 0.001 | 0.001 | 0.014 |
| International plan | 0.000 | 0.040 | 0.275 | 0.067 | 1.000 | 0.000 | 0.057 | 0.066 | 0.067 | 0.000 | 0.029 | 0.030 | 0.035 | 0.038 | 0.038 | 0.017 | 0.017 | 0.017 | 0.000 |
| Number vmail messages | 0.002 | 0.000 | 0.108 | -0.022 | 0.000 | 1.000 | -0.015 | 0.024 | 0.024 | -0.000 | 0.018 | 0.018 | 0.015 | -0.014 | -0.014 | 0.011 | -0.004 | -0.004 | 0.998 |
| Total day calls | 0.034 | 0.000 | 0.060 | -0.011 | 0.057 | -0.015 | 1.000 | 0.013 | 0.013 | 0.016 | -0.020 | -0.020 | 0.004 | 0.024 | 0.024 | -0.017 | 0.007 | 0.007 | 0.000 |
| Total day charge | 0.016 | 0.039 | 0.343 | -0.025 | 0.066 | 0.024 | 0.013 | 1.000 | 1.000 | 0.015 | 0.008 | 0.008 | -0.002 | -0.016 | -0.016 | 0.016 | 0.003 | 0.003 | 0.048 |
| Total day minutes | 0.016 | 0.038 | 0.344 | -0.025 | 0.067 | 0.024 | 0.013 | 1.000 | 1.000 | 0.015 | 0.008 | 0.008 | -0.002 | -0.016 | -0.016 | 0.016 | 0.003 | 0.003 | 0.049 |
| Total eve calls | 0.016 | 0.027 | 0.000 | 0.001 | 0.000 | -0.000 | 0.016 | 0.015 | 0.015 | 1.000 | -0.007 | -0.007 | -0.003 | -0.001 | -0.001 | -0.003 | 0.006 | 0.006 | 0.000 |
| Total eve charge | -0.020 | 0.000 | 0.050 | -0.015 | 0.029 | 0.018 | -0.020 | 0.008 | 0.008 | -0.007 | 1.000 | 1.000 | 0.016 | -0.002 | -0.002 | 0.006 | -0.012 | -0.012 | 0.000 |
| Total eve minutes | -0.020 | 0.000 | 0.050 | -0.015 | 0.030 | 0.018 | -0.020 | 0.008 | 0.008 | -0.007 | 1.000 | 1.000 | 0.016 | -0.002 | -0.002 | 0.006 | -0.012 | -0.012 | 0.000 |
| Total intl calls | 0.028 | 0.000 | 0.093 | -0.005 | 0.035 | 0.015 | 0.004 | -0.002 | -0.002 | -0.003 | 0.016 | 0.016 | 1.000 | 0.018 | 0.018 | 0.016 | 0.015 | 0.015 | 0.000 |
| Total intl charge | 0.017 | 0.000 | 0.068 | -0.011 | 0.038 | -0.014 | 0.024 | -0.016 | -0.016 | -0.001 | -0.002 | -0.002 | 0.018 | 1.000 | 1.000 | -0.020 | -0.004 | -0.004 | 0.000 |
| Total intl minutes | 0.017 | 0.000 | 0.068 | -0.011 | 0.038 | -0.014 | 0.024 | -0.016 | -0.016 | -0.001 | -0.002 | -0.002 | 0.018 | 1.000 | 1.000 | -0.020 | -0.004 | -0.004 | 0.000 |
| Total night calls | -0.018 | 0.000 | 0.028 | -0.002 | 0.017 | 0.011 | -0.017 | 0.016 | 0.016 | -0.003 | 0.006 | 0.006 | 0.016 | -0.020 | -0.020 | 1.000 | 0.009 | 0.009 | 0.005 |
| Total night charge | -0.010 | 0.000 | 0.071 | 0.001 | 0.017 | -0.004 | 0.007 | 0.003 | 0.003 | 0.006 | -0.012 | -0.012 | 0.015 | -0.004 | -0.004 | 0.009 | 1.000 | 1.000 | 0.000 |
| Total night minutes | -0.010 | 0.000 | 0.070 | 0.001 | 0.017 | -0.004 | 0.007 | 0.003 | 0.003 | 0.006 | -0.012 | -0.012 | 0.015 | -0.004 | -0.004 | 0.009 | 1.000 | 1.000 | 0.000 |
| Voice mail plan | 0.023 | 0.000 | 0.096 | 0.014 | 0.000 | 0.998 | 0.000 | 0.048 | 0.049 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 1.000 |
Missing values
Sample
| State | Account length | Area code | International plan | Voice mail plan | Number vmail messages | Total day minutes | Total day calls | Total day charge | Total eve minutes | Total eve calls | Total eve charge | Total night minutes | Total night calls | Total night charge | Total intl minutes | Total intl calls | Total intl charge | Customer service calls | Churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KS | 128.0 | 415 | NaN | Yes | 25 | 265.1 | 110 | 45.07 | 197.4 | 99 | 16.78 | 244.7 | 91 | 11.01 | 10.0 | 3 | 2.70 | 1 | False |
| 1 | OH | 107.0 | 415 | No | Yes | 26 | 161.6 | 123 | 27.47 | 195.5 | 103 | 16.62 | 254.4 | 103 | 11.45 | 13.7 | 3 | 3.70 | 1 | False |
| 2 | NJ | 137.0 | 415 | No | No | 0 | 243.4 | 114 | 41.38 | 121.2 | 110 | 10.30 | 162.6 | 104 | 7.32 | 12.2 | 5 | 3.29 | 0 | False |
| 3 | OH | NaN | 408 | Yes | No | 0 | 299.4 | 71 | 50.90 | 61.9 | 88 | 5.26 | 196.9 | 89 | 8.86 | 6.6 | 7 | 1.78 | 2 | False |
| 4 | OK | 75.0 | 415 | Yes | No | 0 | 166.7 | 113 | 28.34 | 148.3 | 122 | 12.61 | 186.9 | 121 | 8.41 | 10.1 | 3 | 2.73 | 3 | False |
| 5 | AL | 118.0 | 510 | Yes | No | 0 | 223.4 | 98 | 37.98 | 220.6 | 101 | 18.75 | 203.9 | 118 | 9.18 | 6.3 | 6 | 1.70 | 0 | False |
| 6 | MA | 121.0 | 510 | No | Yes | 24 | 218.2 | 88 | 37.09 | 348.5 | 108 | 29.62 | 212.6 | 118 | 9.57 | 7.5 | 7 | 2.03 | 3 | False |
| 7 | MO | 147.0 | 415 | Yes | No | 0 | 157.0 | 79 | 26.69 | 103.1 | 94 | 8.76 | 211.8 | 96 | 9.53 | 7.1 | 6 | 1.92 | 0 | False |
| 8 | WV | 141.0 | 415 | Yes | Yes | 37 | 258.6 | 84 | 43.96 | 222.0 | 111 | 18.87 | 326.4 | 97 | 14.69 | 11.2 | 5 | 3.02 | 0 | False |
| 9 | RI | NaN | 415 | No | No | 0 | 187.7 | 127 | 31.91 | 163.4 | 148 | 13.89 | 196.0 | 94 | 8.82 | 9.1 | 5 | 2.46 | 0 | False |
| State | Account length | Area code | International plan | Voice mail plan | Number vmail messages | Total day minutes | Total day calls | Total day charge | Total eve minutes | Total eve calls | Total eve charge | Total night minutes | Total night calls | Total night charge | Total intl minutes | Total intl calls | Total intl charge | Customer service calls | Churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2656 | GA | 122.0 | 510 | Yes | No | 0 | 140.0 | 101 | 23.80 | 196.4 | 77 | 16.69 | 120.1 | 133 | 5.40 | 9.7 | 4 | 2.62 | 4 | True |
| 2657 | MD | 62.0 | 408 | No | No | 0 | 321.1 | 105 | 54.59 | 265.5 | 122 | 22.57 | 180.5 | 72 | 8.12 | 11.5 | 2 | 3.11 | 4 | True |
| 2658 | IN | 117.0 | 415 | No | No | 0 | 118.4 | 126 | 20.13 | 249.3 | 97 | 21.19 | 227.0 | 56 | 10.22 | 13.6 | 3 | 3.67 | 5 | True |
| 2659 | OH | 78.0 | 408 | No | No | 0 | 193.4 | 99 | 32.88 | 116.9 | 88 | 9.94 | 243.3 | 109 | 10.95 | 9.3 | 4 | 2.51 | 2 | False |
| 2660 | OH | 96.0 | 415 | No | No | 0 | 106.6 | 128 | 18.12 | 284.8 | 87 | 24.21 | 178.9 | 92 | 8.05 | 14.9 | 7 | 4.02 | 1 | False |
| 2661 | SC | 79.0 | 415 | No | No | 0 | 134.7 | 98 | 22.90 | 189.7 | 68 | 16.12 | 221.4 | 128 | 9.96 | 11.8 | 5 | 3.19 | 2 | False |
| 2662 | AZ | 192.0 | 415 | No | Yes | 36 | 156.2 | 77 | 26.55 | 215.5 | 126 | 18.32 | 279.1 | 83 | 12.56 | 9.9 | 6 | 2.67 | 2 | False |
| 2663 | WV | 68.0 | 415 | No | No | 0 | 231.1 | 57 | 39.29 | 153.4 | 55 | 13.04 | 191.3 | 123 | 8.61 | 9.6 | 4 | 2.59 | 3 | False |
| 2664 | RI | 28.0 | 510 | No | No | 0 | 180.8 | 109 | 30.74 | 288.8 | 58 | 24.55 | 191.9 | 91 | 8.64 | 14.1 | 6 | 3.81 | 2 | False |
| 2665 | TN | 74.0 | 415 | No | Yes | 25 | 234.4 | 113 | 39.85 | 265.9 | 82 | 22.60 | 241.4 | 77 | 10.86 | 13.7 | 4 | 3.70 | 0 | False |